{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>typ1</th>\n",
       "      <th>typ2</th>\n",
       "      <th>typ3</th>\n",
       "      <th>lon</th>\n",
       "      <th>lat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>金麓国际大酒店(一楼西餐)</td>\n",
       "      <td>餐饮服务</td>\n",
       "      <td>外国餐厅</td>\n",
       "      <td>外国餐厅</td>\n",
       "      <td>112.936340</td>\n",
       "      <td>28.224880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>昌盛酒家(铜官镇店)</td>\n",
       "      <td>餐饮服务</td>\n",
       "      <td>中餐厅</td>\n",
       "      <td>中餐厅</td>\n",
       "      <td>112.809358</td>\n",
       "      <td>28.454926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>大众餐馆(东十路)</td>\n",
       "      <td>餐饮服务</td>\n",
       "      <td>中餐厅</td>\n",
       "      <td>中餐厅</td>\n",
       "      <td>113.137556</td>\n",
       "      <td>28.220501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>耕食记(金洲大道)</td>\n",
       "      <td>餐饮服务</td>\n",
       "      <td>中餐厅</td>\n",
       "      <td>中餐厅</td>\n",
       "      <td>112.700752</td>\n",
       "      <td>28.249579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>建明蛇馆</td>\n",
       "      <td>餐饮服务</td>\n",
       "      <td>中餐厅</td>\n",
       "      <td>中餐厅</td>\n",
       "      <td>112.385488</td>\n",
       "      <td>28.186405</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            name  typ1  typ2  typ3         lon        lat\n",
       "0  金麓国际大酒店(一楼西餐)  餐饮服务  外国餐厅  外国餐厅  112.936340  28.224880\n",
       "1     昌盛酒家(铜官镇店)  餐饮服务   中餐厅   中餐厅  112.809358  28.454926\n",
       "2      大众餐馆(东十路)  餐饮服务   中餐厅   中餐厅  113.137556  28.220501\n",
       "3      耕食记(金洲大道)  餐饮服务   中餐厅   中餐厅  112.700752  28.249579\n",
       "4           建明蛇馆  餐饮服务   中餐厅   中餐厅  112.385488  28.186405"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('poi.csv',encoding='utf-8')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['餐饮服务', '购物服务', '风景名胜'], dtype=object)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['typ1'].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 类别分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "typ1\n",
       "购物服务    893\n",
       "风景名胜    891\n",
       "餐饮服务    777\n",
       "Name: typ1, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "typ1 = data.groupby('typ1')['typ1'].count()\n",
    "typ1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "购物服务    893\n",
       "风景名胜    891\n",
       "餐饮服务    777\n",
       "Name: typ1, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "typ1 = data['typ1'].value_counts()\n",
    "typ1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"9b1604c01eac431d9b9c379abce039bf\" style=\"width:800px;height:400px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_9b1604c01eac431d9b9c379abce039bf = echarts.init(document.getElementById('9b1604c01eac431d9b9c379abce039bf'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_9b1604c01eac431d9b9c379abce039bf = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"save as image\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"restore\"\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"data view\"\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 6445882,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u8d2d\\u7269\\u670d\\u52a1\",\n",
       "                    \"value\": 893.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u98ce\\u666f\\u540d\\u80dc\",\n",
       "                    \"value\": 891.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9910\\u996e\\u670d\\u52a1\",\n",
       "                    \"value\": 777.0\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"40%\",\n",
       "                \"75%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"outside\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    },\n",
       "                    \"formatter\": \"{b}: {d}%\"\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    },\n",
       "                    \"formatter\": \"{b}: {d}%\"\n",
       "                }\n",
       "            },\n",
       "            \"seriesId\": 6445882\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u8d2d\\u7269\\u670d\\u52a1\",\n",
       "                \"\\u98ce\\u666f\\u540d\\u80dc\",\n",
       "                \"\\u9910\\u996e\\u670d\\u52a1\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"left\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"vertical\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_9b1604c01eac431d9b9c379abce039bf.setOption(option_9b1604c01eac431d9b9c379abce039bf);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.pie.Pie at 0x224896a29b0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import Pie\n",
    "\n",
    "attr = list(typ1.index)\n",
    "v1 = list(typ1)\n",
    "pie = Pie(\"\", title_pos='center')\n",
    "pie.add(\n",
    "    \"\",\n",
    "    attr,\n",
    "    v1,\n",
    "    radius=[40, 75],\n",
    "    label_text_color=None,\n",
    "    is_label_show=True,\n",
    "    legend_orient=\"vertical\",\n",
    "    legend_pos=\"left\",\n",
    ")\n",
    "pie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "风景名胜         511\n",
       "中餐厅          422\n",
       "公园广场         211\n",
       "专卖店          187\n",
       "风景名胜相关       169\n",
       "家居建材市场       136\n",
       "商场           112\n",
       "糕饼店           97\n",
       "服装鞋帽皮具店       82\n",
       "家电电子卖场        74\n",
       "外国餐厅          65\n",
       "综合市场          61\n",
       "咖啡厅           58\n",
       "超级市场          53\n",
       "便民商店/便利店      51\n",
       "快餐厅           43\n",
       "购物相关场所        43\n",
       "餐饮相关场所        41\n",
       "特色商业街         39\n",
       "花鸟鱼虫市场        25\n",
       "茶艺馆           24\n",
       "体育用品店         14\n",
       "冷饮店           10\n",
       "甜品店           10\n",
       "文化用品店          9\n",
       "休闲餐饮场所         7\n",
       "个人用品/化妆品店      4\n",
       "特殊买卖场所         3\n",
       "Name: typ2, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "typ2 = data['typ2'].value_counts()\n",
    "typ2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"1d882fbb55da40689d070738fbdd73c5\" style=\"width:800px;height:400px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_1d882fbb55da40689d070738fbdd73c5 = echarts.init(document.getElementById('1d882fbb55da40689d070738fbdd73c5'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_1d882fbb55da40689d070738fbdd73c5 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"save as image\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"restore\"\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"data view\"\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 8695916,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"data\": [\n",
       "                511.0,\n",
       "                422.0,\n",
       "                211.0,\n",
       "                187.0,\n",
       "                169.0,\n",
       "                136.0,\n",
       "                112.0,\n",
       "                97.0,\n",
       "                82.0,\n",
       "                74.0\n",
       "            ],\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 8695916\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"category\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": 0,\n",
       "                \"rotate\": 20,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u98ce\\u666f\\u540d\\u80dc\",\n",
       "                \"\\u4e2d\\u9910\\u5385\",\n",
       "                \"\\u516c\\u56ed\\u5e7f\\u573a\",\n",
       "                \"\\u4e13\\u5356\\u5e97\",\n",
       "                \"\\u98ce\\u666f\\u540d\\u80dc\\u76f8\\u5173\",\n",
       "                \"\\u5bb6\\u5c45\\u5efa\\u6750\\u5e02\\u573a\",\n",
       "                \"\\u5546\\u573a\",\n",
       "                \"\\u7cd5\\u997c\\u5e97\",\n",
       "                \"\\u670d\\u88c5\\u978b\\u5e3d\\u76ae\\u5177\\u5e97\",\n",
       "                \"\\u5bb6\\u7535\\u7535\\u5b50\\u5356\\u573a\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_1d882fbb55da40689d070738fbdd73c5.setOption(option_1d882fbb55da40689d070738fbdd73c5);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x224896be2b0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import Bar\n",
    "\n",
    "attr = list(typ2.index)[:10]\n",
    "v1 = list(typ2)[:10]\n",
    "bar = Bar(\"\")\n",
    "bar.add(\"\", attr, v1,xaxis_interval=0,xaxis_rotate=20,xaxis_margin=8,is_label_show=True)\n",
    "bar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 地图绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,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\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x224896d60f0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import folium\n",
    "\n",
    "\n",
    "m = folium.Map(location=[45.5236, -122.6750])\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,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\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x2248ae47e10>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = folium.Map(location=[28.12, 112.59])\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>typ1</th>\n",
       "      <th>typ2</th>\n",
       "      <th>typ3</th>\n",
       "      <th>lon</th>\n",
       "      <th>lat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>金麓国际大酒店(一楼西餐)</td>\n",
       "      <td>餐饮服务</td>\n",
       "      <td>外国餐厅</td>\n",
       "      <td>外国餐厅</td>\n",
       "      <td>112.936340</td>\n",
       "      <td>28.224880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>昌盛酒家(铜官镇店)</td>\n",
       "      <td>餐饮服务</td>\n",
       "      <td>中餐厅</td>\n",
       "      <td>中餐厅</td>\n",
       "      <td>112.809358</td>\n",
       "      <td>28.454926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>大众餐馆(东十路)</td>\n",
       "      <td>餐饮服务</td>\n",
       "      <td>中餐厅</td>\n",
       "      <td>中餐厅</td>\n",
       "      <td>113.137556</td>\n",
       "      <td>28.220501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>耕食记(金洲大道)</td>\n",
       "      <td>餐饮服务</td>\n",
       "      <td>中餐厅</td>\n",
       "      <td>中餐厅</td>\n",
       "      <td>112.700752</td>\n",
       "      <td>28.249579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>建明蛇馆</td>\n",
       "      <td>餐饮服务</td>\n",
       "      <td>中餐厅</td>\n",
       "      <td>中餐厅</td>\n",
       "      <td>112.385488</td>\n",
       "      <td>28.186405</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            name  typ1  typ2  typ3         lon        lat\n",
       "0  金麓国际大酒店(一楼西餐)  餐饮服务  外国餐厅  外国餐厅  112.936340  28.224880\n",
       "1     昌盛酒家(铜官镇店)  餐饮服务   中餐厅   中餐厅  112.809358  28.454926\n",
       "2      大众餐馆(东十路)  餐饮服务   中餐厅   中餐厅  113.137556  28.220501\n",
       "3      耕食记(金洲大道)  餐饮服务   中餐厅   中餐厅  112.700752  28.249579\n",
       "4           建明蛇馆  餐饮服务   中餐厅   中餐厅  112.385488  28.186405"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['餐饮服务'], dtype=object)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = data[data['typ1'] == '餐饮服务']\n",
    "df1['typ1'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS=false; L_NO_TOUCH=false; L_DISABLE_3D=false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.3.4/dist/leaflet.js"></script>
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                {
                    minOpacity: 0.5,
                    maxZoom: 18,
                    max: 1.0,
                    radius: 25,
                    blur: 15,
                    gradient: null
                    })
                .addTo(map_1b191d105f2143eea01f440a98d4a725);
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x2248ae6a0b8>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from folium import plugins\n",
    "heatmap1 = folium.Map(location=[28.12, 112.59], zoom_start=11)\n",
    "heatmap1.add_child(plugins.HeatMap([[row[\"lat\"],row[\"lon\"]] for name, row in df1.iterrows()]))\n",
    "heatmap1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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   "source": [
    "for name, row in df1.iterrows():\n",
    "    print(row['lat'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>typ1</th>\n",
       "      <th>typ2</th>\n",
       "      <th>typ3</th>\n",
       "      <th>lon</th>\n",
       "      <th>lat</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1667</th>\n",
       "      <td>浏阳石牛寨风景区</td>\n",
       "      <td>风景名胜</td>\n",
       "      <td>风景名胜</td>\n",
       "      <td>风景名胜</td>\n",
       "      <td>113.592657</td>\n",
       "      <td>28.406653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1668</th>\n",
       "      <td>宁乡沩山龙泉漂流</td>\n",
       "      <td>风景名胜</td>\n",
       "      <td>风景名胜相关</td>\n",
       "      <td>旅游景点</td>\n",
       "      <td>112.039154</td>\n",
       "      <td>28.216831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1669</th>\n",
       "      <td>关山古镇</td>\n",
       "      <td>风景名胜</td>\n",
       "      <td>风景名胜</td>\n",
       "      <td>风景名胜</td>\n",
       "      <td>112.678517</td>\n",
       "      <td>28.297057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1670</th>\n",
       "      <td>海底世界-极地海洋馆</td>\n",
       "      <td>风景名胜</td>\n",
       "      <td>公园广场</td>\n",
       "      <td>水族馆</td>\n",
       "      <td>113.056237</td>\n",
       "      <td>28.232119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1671</th>\n",
       "      <td>石燕湖生态旅游公园-爬行动物园</td>\n",
       "      <td>风景名胜</td>\n",
       "      <td>公园广场</td>\n",
       "      <td>动物园</td>\n",
       "      <td>113.081798</td>\n",
       "      <td>28.006721</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "                 name  typ1    typ2  typ3         lon        lat\n",
       "1667         浏阳石牛寨风景区  风景名胜    风景名胜  风景名胜  113.592657  28.406653\n",
       "1668         宁乡沩山龙泉漂流  风景名胜  风景名胜相关  旅游景点  112.039154  28.216831\n",
       "1669             关山古镇  风景名胜    风景名胜  风景名胜  112.678517  28.297057\n",
       "1670       海底世界-极地海洋馆  风景名胜    公园广场   水族馆  113.056237  28.232119\n",
       "1671  石燕湖生态旅游公园-爬行动物园  风景名胜    公园广场   动物园  113.081798  28.006721"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = data[data['typ1'] == '风景名胜']\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
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                [[28.406653, 113.592657], [28.216831, 112.039154], [28.297057, 112.678517], [28.232119, 113.056237], [28.006721, 113.081798], [28.255957, 113.082293], [28.178759000000003, 112.985604], [28.399196000000003, 113.878509], [28.236436, 113.054787], [28.278564000000006, 112.858872], [28.103284, 113.032006], [28.168971000000006, 112.96027], [28.198981, 112.963289], [28.364115, 114.202359], [27.989564, 113.724742], [28.434497, 113.671577], [28.395357, 112.888397], [28.431219, 113.663169], [28.178108, 111.970406], [28.182849, 112.937353], [28.166012, 112.960304], [28.203027, 112.843748], [28.156175, 112.969634], [28.003342, 113.08516000000002], [28.165814, 112.960148], [28.224355, 112.978313], [28.251501, 112.72061200000002], [28.198817, 112.974503], [28.457491, 112.790291], [28.357274, 112.964058], [27.859449, 113.341461], [28.238116, 113.073875], [28.167594, 112.960322], [28.25113, 112.719266], [28.312196000000004, 113.031558], [28.571879, 113.342424], [28.213749, 113.001371], [28.191994, 112.94338700000002], [28.188904, 112.945867], [28.206772, 112.941499], [28.272561, 112.901652], [28.180175, 112.982632], [28.130434, 113.034201], [28.22128, 112.678606], [28.205496000000004, 113.027424], [28.185159, 112.968744], [28.214978, 112.138103], [28.185805, 112.970913], [28.032966, 113.003464], [28.299748, 112.936738], [28.187206, 112.962112], [28.200127, 112.963598], [28.199708, 112.981966], [28.392887, 113.615799], [28.354702000000003, 113.742376], [28.323418, 113.718495], [28.351740000000003, 113.19463600000002], [28.136115000000004, 113.090291], [28.402385, 114.02721499999998], [28.211692, 113.0073], [28.291097, 112.977345], [28.203496, 112.976135], [28.102936, 112.330681], [28.180429, 113.111507], [28.2215, 112.1101], [28.19652, 112.97736100000002], [28.169427, 112.567676], [28.174134, 112.903672], [28.481295000000006, 113.38841399999998], [28.183718, 112.981344], [28.419432, 112.829119], [28.248543, 113.426084], [28.194164, 112.918251], [28.160529, 112.572251], [28.423496000000004, 114.07929], [28.177691, 112.931332], [28.259423, 113.031061], [28.03147, 112.644844], [28.22379, 112.754558], [28.430489, 113.146165], [28.2215, 112.1101], [28.19652, 112.97736100000002], [28.169427, 112.567676], [28.174134, 112.903672], [28.481295000000006, 113.38841399999998], [28.184858, 112.961845], [28.177368, 112.933289], [28.183718, 112.981344], [28.419432, 112.829119], [28.248543, 113.426084], [28.194164, 112.918251], [28.160529, 112.572251], [28.423496000000004, 114.07929], [28.177691, 112.931332], [28.259423, 113.031061], [28.03147, 112.644844], [28.22379, 112.754558], [28.430489, 113.146165], [28.195968, 112.984871], [28.175978000000004, 112.971761], [28.199472, 112.98911499999998], [28.246159, 113.07165], [28.257785, 113.101432], [28.190099, 113.045938], [28.232143, 113.055123], [28.184752000000003, 112.971785], [28.173263, 113.809796], [28.366687, 114.199165], [28.169284, 112.960649], [28.176991, 112.938846], [28.330902, 112.663709], [28.122415000000004, 113.167536], [28.190521, 112.973686], [28.411512, 112.697923], [28.25756, 113.081042], [28.189297, 113.600459], [28.185363, 112.936701], [28.181084, 112.93851399999998], [28.184392, 112.93132], [28.177148, 112.934289], [28.176122, 112.937682], [28.180496, 112.931946], [28.487745, 113.299869], [28.184699, 112.971831], [28.008977, 113.088063], [28.176531, 112.967852], [28.193727000000006, 112.023246], [28.155316, 113.039579], [28.215539, 112.99836], [28.188836, 112.977615], [28.110319, 112.982939], [28.180767, 112.93505], [28.458173, 112.790989], [28.180402, 112.940827], [28.422318, 114.083434], [28.438054, 114.04709], [28.194186, 112.94744], [28.213229, 113.00524], [27.931491, 113.359515], [28.42263, 114.195155], [28.455864, 112.809097], [28.219478, 112.82600000000001], [28.179662, 112.936692], [27.98135, 112.33811], [28.187461, 112.37192], [28.254759000000004, 112.55624], [28.074504, 113.217923], [28.058668, 113.892677], [27.994495, 113.819893], [28.179841, 112.934913], [28.189102, 112.945894], [28.214302000000004, 112.139186], [28.203740000000003, 112.98671000000002], [28.18049, 112.93981], [28.078574, 112.901258], [28.137246, 113.62916], [28.456793, 112.789551], [28.193519, 112.97207], [28.27702, 113.66442], [28.400206, 113.142157], [28.237087, 113.032992], [28.17747, 112.932174], [28.213128, 112.979002], [28.043103, 113.931028], [28.092439, 113.092734], [28.193215, 113.017659], [28.212826, 112.897297], [28.225451, 113.413958], [28.193579, 112.97203], [28.188079, 112.961776], [28.18028, 112.9416], [28.184716, 112.934207], [28.16567, 112.95263], [28.243379, 112.557721], [28.140755, 112.964145], [28.180288, 112.933902], [28.273686, 112.69294], [28.244257, 113.080342], [28.078722, 112.254642], [28.30908, 112.783018], [28.224934, 113.51896], [28.200428, 112.976023], [28.260051, 112.993889], [28.181754, 112.9387], [28.211799, 113.95305], [28.110619, 113.122806], [28.623423, 113.388225], [28.004367, 113.084261], [28.299144, 113.792], [28.587427, 113.21019], [28.110278000000005, 112.64372], [28.214406, 113.003904], [28.211993, 112.99898], [28.187083, 112.98437], [28.18204, 112.886153], [28.280244, 113.093437], [28.219345, 112.79928], [28.180605, 112.940895], [28.216868, 112.98179], [28.448378, 112.849314], [28.457192, 112.78991299999998], [28.193281, 112.952479], [28.433665, 113.007917], [27.906234, 113.64756], [28.163056, 113.647264], [28.136018, 113.630574], [28.403658, 112.81167], [28.199708, 112.9635], [28.174226, 112.971258], [28.179846, 112.937007], [28.117091, 112.973074], [28.433396, 113.66668], [28.384167, 112.788142], [28.232077, 113.055742], [28.201124, 112.974165], [28.232655, 113.055443], [28.179890000000004, 112.94046000000002], [28.141699, 112.760233], [28.184675, 112.981759], [28.436413, 113.655726], [28.1807, 112.94046000000002], [28.250151, 112.559062], [28.349624, 113.882934], [28.104039, 112.354123], [28.227181, 112.976528], [28.152095000000006, 112.115881], [28.193305, 112.961857], [28.186299, 112.941471], [28.177357, 111.97038700000002], [28.432516, 113.660663], [28.00334, 113.085171], [28.180263, 112.940992], [28.35803, 112.825171], [28.188989000000007, 112.977938], [27.989011, 112.35743], [28.189218, 112.88586399999998], [28.45716, 112.79002], [28.448383000000003, 112.848639], [28.284197, 113.74791299999998], [28.211779, 112.039581], [28.145038, 113.63853600000002], [28.179995, 112.982012], [28.071545, 113.086718], [28.342897, 112.822703], [28.180458, 112.937197], [28.403602000000006, 112.811542], [28.17118, 113.003792], [28.194045000000006, 112.947519], [28.101396, 113.024462], [28.117083, 113.104262], [28.039074, 113.701477], [28.310659, 113.110231], [28.3073, 113.530878], [28.193587, 112.972061], [28.236131, 113.075259], [28.217245, 113.794419], [28.267098, 113.102407], [28.205477, 112.865478], [28.175314, 112.961127], [28.195089000000007, 113.008374], [28.276457, 112.922588], [28.180243, 112.983891], [28.177191, 112.985228], [28.140936, 112.965191], [28.274597, 112.909077], [28.178714000000006, 112.941324], [28.249455, 113.009618], [28.179677, 112.944523], [28.126316, 112.927069], [28.166561, 112.069531], [28.257351, 113.080353], [28.176118, 112.930014], [28.205684, 113.773197], [28.036406, 113.410459], [28.141246, 113.630832], [28.199539, 113.03927], [28.124204, 112.931203], [28.141769, 113.628017], [28.247109, 112.536886], [28.527374, 113.372627], [28.410979, 113.30454], [28.259491, 112.556064], [28.179406, 112.944271], [28.295961, 113.040259], [28.186883, 112.981507], [28.175983, 112.93486], [28.188617, 112.945625], [28.262983, 112.583299], [28.218529, 113.291072], [28.180177, 112.934867], [28.504932, 112.931652], [28.215339, 113.117206], [28.230099, 113.00712], [28.05467, 113.03923799999998], [28.531145, 113.193598], [28.22067, 112.95414], [28.462861, 113.556168], [28.079566, 112.519917], [28.180231, 112.937384], [28.115654, 112.418152], [28.465732, 113.935283], [28.213423, 113.004096], [28.210348, 112.979573], [28.172624, 112.967422], [28.160206, 113.061123], [28.217119, 113.05943], [28.16468, 112.949056], [28.357477000000006, 112.802035], [28.181465000000006, 111.968705], [28.034178000000004, 112.649077], [28.588814000000006, 113.210092], [28.420677, 114.078646], [28.18477, 112.981921], [28.42066, 114.078633], [28.220561, 113.86538], [28.03524, 112.64544], [28.425127000000003, 114.158507], [28.352537, 112.957389], [28.180593, 112.932845], [28.178711, 112.941326], [28.312606, 113.03301100000002], [27.984731, 113.727384], [28.176089, 112.96767], [28.223928000000004, 112.982964], [28.233355, 112.959673], [28.226224, 112.976484], [28.177986, 112.96078], [28.188351, 112.475418], [28.587419, 113.213272], [28.007028, 113.088132], [28.030234000000004, 113.003187], [28.006542, 113.081613], [28.005715, 113.08120900000002], [28.180740159757494, 112.940471093577], [28.456441, 112.78918], [28.280757, 112.891309], [28.023265, 112.93769], [28.345182, 112.83136299999998], [28.241169, 113.16753500000002], [28.209372, 112.997114], [28.09313, 113.33213], [28.458062, 114.032492], [28.459393, 112.79271], [28.183277, 112.961405], [28.381855, 114.056943], [28.194533000000003, 112.878958], [28.004289, 113.084477], [28.175773, 113.080066], [28.148121000000003, 112.96202], [28.0318, 112.645031], [28.281431, 113.737273], [28.076126, 113.666626], [28.121148, 113.004505], [28.200485, 113.060831], [28.563419, 113.393925], [27.981033, 112.345322], [28.179056, 112.98047], [28.17747, 112.985193], [28.25138, 112.539523], [28.257005, 112.908002], [28.181254, 112.935067], [28.186895, 112.96233], [28.199785, 112.962479], [28.124384000000006, 112.936331], [28.148577000000003, 113.014298], [28.180486, 112.976421], [28.203124, 112.972594], [28.206674, 112.99578], [28.142849, 113.633564], [28.19401, 112.91079], [28.354221000000006, 113.022328], [28.187997, 112.968908], [28.078068, 113.886339], [28.202419, 112.973892], [28.216386, 113.554812], [28.179109000000004, 112.961298], [28.192647, 112.971985], [28.175590000000003, 113.086373], [28.069258, 113.286533], [28.109083, 113.014564], [28.499412, 112.940403], [28.270101, 112.878214], [28.278272, 113.753975], [28.178842, 112.933208], [28.275619, 112.983071], [28.133241, 113.623849], [28.347447, 113.521457], [28.424540000000004, 113.525354], [28.282262, 113.758719], [28.218917, 112.982625], [28.417819, 113.78011], [28.004069, 113.08056299999998], [28.17734, 112.933456], [28.180826, 112.940926], [28.180349, 112.961661], [28.176291, 112.96148], [28.241524, 112.979009], [28.16974, 112.960693], [28.144297, 113.642082], [28.188976, 112.943337], [28.147044, 113.068504], [28.255038, 112.940869], [28.092285, 113.331885], [28.43258, 113.66061], [28.459684000000006, 114.014702], [28.430106, 114.165337], [28.102048, 113.022247], [28.422002000000006, 114.089126], [28.165423, 112.960095], [28.18911, 113.40323], [28.181532, 112.934805], [28.122013, 112.92646299999998], [28.259658, 113.079057], [28.316986, 113.040873], [28.180939, 112.941435], [28.117131, 113.103835], [28.180309, 112.934266], [28.153408, 112.08823], [28.447237, 113.63773700000002], [28.169047, 112.959535], [28.156474, 113.665251], [28.013148, 113.086687], [28.021290000000004, 111.98532], [28.369657, 112.895756], [28.149627, 113.033755], [28.186348, 112.983173], [27.886828, 113.361477], [28.174707, 112.96127], [28.179293, 112.968191], [28.220861, 112.884371], [28.210248, 112.972254], [28.116857, 113.625095], [28.156712, 113.011685], [28.181447, 112.93485], [28.223038, 112.978309], [28.180043, 112.98477], [28.17962, 112.933625], [28.015347, 112.961365], [28.046285, 112.94453500000002], [28.161027, 113.030364], [28.191259, 112.982541], [28.506414000000003, 113.297507], [28.017427, 112.967363], [28.256681, 113.082281], [28.175744, 112.934227], [28.184186, 113.084033], [28.238835, 112.873246], [28.531031, 113.19186299999998], [28.297159000000004, 112.793005], [28.206646000000006, 113.022062], [28.218274, 113.113271], [28.213359000000004, 113.013652], [28.179693, 112.93563600000002], [28.145332, 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[28.203646000000006, 112.988749], [28.169932, 113.051611], [28.19119, 112.97668], [28.180416, 112.940621], [28.187849, 112.944422], [28.01326, 113.09097], [28.182469, 112.933954], [28.201632, 112.97784], [28.169856, 113.032727], [28.186273, 112.608085], [28.48178, 112.721408], [28.149083, 113.623376], [28.30756, 112.445918], [28.12494, 112.932766], [28.18382, 112.932347], [28.23174, 113.8234], [28.21147, 112.952533]],
                {
                    minOpacity: 0.5,
                    maxZoom: 18,
                    max: 1.0,
                    radius: 25,
                    blur: 15,
                    gradient: null
                    })
                .addTo(map_eaec9f855f1f4430944c432fc6755c6d);
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x2248ae7ee10>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from folium import plugins\n",
    "heatmap2 = folium.Map(location=[28.12, 112.59], zoom_start=11)\n",
    "heatmap2.add_child(plugins.HeatMap([[row[\"lat\"],row[\"lon\"]] for name, row in df2.iterrows()]))\n",
    "heatmap2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
